4.6 Article

Revenue Management for Intermodal Transportation: The Role of Dynamic Forecasting

Journal

PRODUCTION AND OPERATIONS MANAGEMENT
Volume 25, Issue 10, Pages 1658-1672

Publisher

WILEY
DOI: 10.1111/poms.12553

Keywords

revenue management; forecasting; leasing; stochastic comparison; dynamic programming

Funding

  1. UCR Regents' Faculty Fellowships

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We study a joint capacity leasing and demand acceptance problem in intermodal transportation. The model features multiple sources of evolving supply and demand, and endogenizes the interplay of three leversforecasting, leasing, and demand acceptance. We characterize the optimal policy, and show how dynamic forecasting coordinates leasing and acceptance. We find (i) the value of dynamic forecasting depends critically on scarcity, stochasticity, and volatility; (ii)traditional mean-value equivalence approach performs poorly in volatile intermodal context; (iii) mean-value-based forecast may outperform stationary distribution-based forecast. Our work enriches revenue management models and applications. It advances our understanding on when and how to use dynamic forecasting in intermodal revenue management.

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